{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "crab  pickup_truck tank  camel table chair willow_tree oak_tree telephone aquarium_fish tractor skunk baby  baby  can   tractor dinosaur keyboard clock can   beaver porcupine wolf  tulip possum sunflower lion  tractor palm_tree tank  clock telephone\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.5224 Top-1 准确率: 0.1832 Top-5 准确率: 0.4238\n",
      "val 损失: 2.6762 Top-1 准确率: 0.3253 Top-5 准确率: 0.6345\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6763 Top-1 准确率: 0.3301 Top-5 准确率: 0.6321\n",
      "val 损失: 2.1813 Top-1 准确率: 0.4317 Top-5 准确率: 0.7340\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2793 Top-1 准确率: 0.4091 Top-5 准确率: 0.7157\n",
      "val 损失: 2.0009 Top-1 准确率: 0.4717 Top-5 准确率: 0.7692\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 2.0170 Top-1 准确率: 0.4712 Top-5 准确率: 0.7665\n",
      "val 损失: 1.8795 Top-1 准确率: 0.5013 Top-5 准确率: 0.7946\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 1.8127 Top-1 准确率: 0.5134 Top-5 准确率: 0.8035\n",
      "val 损失: 1.6970 Top-1 准确率: 0.5360 Top-5 准确率: 0.8235\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6435 Top-1 准确率: 0.5539 Top-5 准确率: 0.8318\n",
      "val 损失: 1.6287 Top-1 准确率: 0.5571 Top-5 准确率: 0.8353\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5135 Top-1 准确率: 0.5859 Top-5 准确率: 0.8546\n",
      "val 损失: 1.5987 Top-1 准确率: 0.5698 Top-5 准确率: 0.8401\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3843 Top-1 准确率: 0.6157 Top-5 准确率: 0.8750\n",
      "val 损失: 1.5705 Top-1 准确率: 0.5804 Top-5 准确率: 0.8471\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2757 Top-1 准确率: 0.6448 Top-5 准确率: 0.8904\n",
      "val 损失: 1.6071 Top-1 准确率: 0.5730 Top-5 准确率: 0.8464\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n",
      "train 损失: 1.1727 Top-1 准确率: 0.6706 Top-5 准确率: 0.9032\n",
      "val 损失: 1.5722 Top-1 准确率: 0.5868 Top-5 准确率: 0.8502\n",
      "\n",
      "第 10/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0839 Top-1 准确率: 0.6917 Top-5 准确率: 0.9166\n",
      "val 损失: 1.5204 Top-1 准确率: 0.6038 Top-5 准确率: 0.8640\n",
      "\n",
      "第 11/24 轮训练\n",
      "----------\n",
      "train 损失: 1.0011 Top-1 准确率: 0.7123 Top-5 准确率: 0.9259\n",
      "val 损失: 1.5404 Top-1 准确率: 0.5975 Top-5 准确率: 0.8587\n",
      "\n",
      "第 12/24 轮训练\n",
      "----------\n",
      "train 损失: 0.9273 Top-1 准确率: 0.7324 Top-5 准确率: 0.9338\n",
      "val 损失: 1.5737 Top-1 准确率: 0.6000 Top-5 准确率: 0.8549\n",
      "\n",
      "第 13/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8753 Top-1 准确率: 0.7452 Top-5 准确率: 0.9400\n",
      "val 损失: 1.5510 Top-1 准确率: 0.6080 Top-5 准确率: 0.8595\n",
      "\n",
      "第 14/24 轮训练\n",
      "----------\n",
      "train 损失: 0.8071 Top-1 准确率: 0.7647 Top-5 准确率: 0.9485\n",
      "val 损失: 1.5543 Top-1 准确率: 0.6187 Top-5 准确率: 0.8666\n",
      "\n",
      "第 15/24 轮训练\n",
      "----------\n",
      "train 损失: 0.7552 Top-1 准确率: 0.7803 Top-5 准确率: 0.9522\n",
      "val 损失: 1.5421 Top-1 准确率: 0.6223 Top-5 准确率: 0.8716\n",
      "\n",
      "第 16/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6975 Top-1 准确率: 0.7962 Top-5 准确率: 0.9592\n",
      "val 损失: 1.5483 Top-1 准确率: 0.6216 Top-5 准确率: 0.8707\n",
      "\n",
      "第 17/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6559 Top-1 准确率: 0.8090 Top-5 准确率: 0.9624\n",
      "val 损失: 1.5383 Top-1 准确率: 0.6259 Top-5 准确率: 0.8718\n",
      "\n",
      "第 18/24 轮训练\n",
      "----------\n",
      "train 损失: 0.6130 Top-1 准确率: 0.8206 Top-5 准确率: 0.9666\n",
      "val 损失: 1.5848 Top-1 准确率: 0.6208 Top-5 准确率: 0.8711\n",
      "\n",
      "第 19/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5732 Top-1 准确率: 0.8307 Top-5 准确率: 0.9702\n",
      "val 损失: 1.5753 Top-1 准确率: 0.6291 Top-5 准确率: 0.8744\n",
      "\n",
      "第 20/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5352 Top-1 准确率: 0.8414 Top-5 准确率: 0.9716\n",
      "val 损失: 1.5785 Top-1 准确率: 0.6302 Top-5 准确率: 0.8745\n",
      "\n",
      "第 21/24 轮训练\n",
      "----------\n",
      "train 损失: 0.5028 Top-1 准确率: 0.8496 Top-5 准确率: 0.9759\n",
      "val 损失: 1.5666 Top-1 准确率: 0.6366 Top-5 准确率: 0.8813\n",
      "\n",
      "第 22/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4854 Top-1 准确率: 0.8555 Top-5 准确率: 0.9766\n",
      "val 损失: 1.5637 Top-1 准确率: 0.6394 Top-5 准确率: 0.8806\n",
      "\n",
      "第 23/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4654 Top-1 准确率: 0.8638 Top-5 准确率: 0.9773\n",
      "val 损失: 1.6202 Top-1 准确率: 0.6329 Top-5 准确率: 0.8777\n",
      "\n",
      "第 24/24 轮训练\n",
      "----------\n",
      "train 损失: 0.4440 Top-1 准确率: 0.8675 Top-5 准确率: 0.9783\n",
      "val 损失: 1.5944 Top-1 准确率: 0.6345 Top-5 准确率: 0.8797\n",
      "\n",
      "训练完成，耗时 30m 52s\n",
      "最佳验证集准确率: 0.639400\n"
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "de27fec9-b423-4c34-801b-cdbd8b900ee8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5b42cfa9-4d57-40fd-8d22-928dc18efdbf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "400f5920-69e2-472d-a629-29281243a487",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/数据增强/deep-learning/FuTong/chao_kk.py:48: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  plt.tight_layout()\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35757 (\\N{CJK UNIFIED IDEOGRAPH-8BAD}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32451 (\\N{CJK UNIFIED IDEOGRAPH-7EC3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 39564 (\\N{CJK UNIFIED IDEOGRAPH-9A8C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 35777 (\\N{CJK UNIFIED IDEOGRAPH-8BC1}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 25439 (\\N{CJK UNIFIED IDEOGRAPH-635F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 26354 (\\N{CJK UNIFIED IDEOGRAPH-66F2}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 32447 (\\N{CJK UNIFIED IDEOGRAPH-7EBF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 20934 (\\N{CJK UNIFIED IDEOGRAPH-51C6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "/root/miniconda3/lib/python3.10/site-packages/IPython/core/pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0820e2f1-6b3b-47c2-bab3-7cf02cfc182b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('data_enhanced_baseline.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75968b42-66f1-485b-9017-f60049d84e71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6394\n",
      "Accuracy for class: apple is 79.0 %\n",
      "Accuracy for class: aquarium_fish is 71.0 %\n",
      "Accuracy for class: baby  is 60.0 %\n",
      "Accuracy for class: bear  is 32.0 %\n",
      "Accuracy for class: beaver is 50.0 %\n",
      "Accuracy for class: bed   is 66.0 %\n",
      "Accuracy for class: bee   is 77.0 %\n",
      "Accuracy for class: beetle is 71.0 %\n",
      "Accuracy for class: bicycle is 75.0 %\n",
      "Accuracy for class: bottle is 86.0 %\n",
      "Accuracy for class: bowl  is 54.0 %\n",
      "Accuracy for class: boy   is 44.0 %\n",
      "Accuracy for class: bridge is 66.0 %\n",
      "Accuracy for class: bus   is 77.0 %\n",
      "Accuracy for class: butterfly is 63.0 %\n",
      "Accuracy for class: camel is 66.0 %\n",
      "Accuracy for class: can   is 67.0 %\n",
      "Accuracy for class: castle is 79.0 %\n",
      "Accuracy for class: caterpillar is 58.0 %\n",
      "Accuracy for class: cattle is 54.0 %\n",
      "Accuracy for class: chair is 84.0 %\n",
      "Accuracy for class: chimpanzee is 78.0 %\n",
      "Accuracy for class: clock is 58.0 %\n",
      "Accuracy for class: cloud is 79.0 %\n",
      "Accuracy for class: cockroach is 69.0 %\n",
      "Accuracy for class: couch is 60.0 %\n",
      "Accuracy for class: crab  is 58.0 %\n",
      "Accuracy for class: crocodile is 40.0 %\n",
      "Accuracy for class: cup   is 78.0 %\n",
      "Accuracy for class: dinosaur is 60.0 %\n",
      "Accuracy for class: dolphin is 61.0 %\n",
      "Accuracy for class: elephant is 47.0 %\n",
      "Accuracy for class: flatfish is 54.0 %\n",
      "Accuracy for class: forest is 73.0 %\n",
      "Accuracy for class: fox   is 67.0 %\n",
      "Accuracy for class: girl  is 57.0 %\n",
      "Accuracy for class: hamster is 68.0 %\n",
      "Accuracy for class: house is 66.0 %\n",
      "Accuracy for class: kangaroo is 59.0 %\n",
      "Accuracy for class: keyboard is 83.0 %\n",
      "Accuracy for class: lamp  is 53.0 %\n",
      "Accuracy for class: lawn_mower is 79.0 %\n",
      "Accuracy for class: leopard is 60.0 %\n",
      "Accuracy for class: lion  is 70.0 %\n",
      "Accuracy for class: lizard is 37.0 %\n",
      "Accuracy for class: lobster is 46.0 %\n",
      "Accuracy for class: man   is 49.0 %\n",
      "Accuracy for class: maple_tree is 55.0 %\n",
      "Accuracy for class: motorcycle is 96.0 %\n",
      "Accuracy for class: mountain is 79.0 %\n",
      "Accuracy for class: mouse is 39.0 %\n",
      "Accuracy for class: mushroom is 64.0 %\n",
      "Accuracy for class: oak_tree is 78.0 %\n",
      "Accuracy for class: orange is 94.0 %\n",
      "Accuracy for class: orchid is 72.0 %\n",
      "Accuracy for class: otter is 36.0 %\n",
      "Accuracy for class: palm_tree is 86.0 %\n",
      "Accuracy for class: pear  is 66.0 %\n",
      "Accuracy for class: pickup_truck is 78.0 %\n",
      "Accuracy for class: pine_tree is 57.0 %\n",
      "Accuracy for class: plain is 92.0 %\n",
      "Accuracy for class: plate is 61.0 %\n",
      "Accuracy for class: poppy is 79.0 %\n",
      "Accuracy for class: porcupine is 47.0 %\n",
      "Accuracy for class: possum is 38.0 %\n",
      "Accuracy for class: rabbit is 46.0 %\n",
      "Accuracy for class: raccoon is 63.0 %\n",
      "Accuracy for class: ray   is 50.0 %\n",
      "Accuracy for class: road  is 91.0 %\n",
      "Accuracy for class: rocket is 72.0 %\n",
      "Accuracy for class: rose  is 55.0 %\n",
      "Accuracy for class: sea   is 72.0 %\n",
      "Accuracy for class: seal  is 28.0 %\n",
      "Accuracy for class: shark is 47.0 %\n",
      "Accuracy for class: shrew is 42.0 %\n",
      "Accuracy for class: skunk is 86.0 %\n",
      "Accuracy for class: skyscraper is 85.0 %\n",
      "Accuracy for class: snail is 46.0 %\n",
      "Accuracy for class: snake is 51.0 %\n",
      "Accuracy for class: spider is 74.0 %\n",
      "Accuracy for class: squirrel is 46.0 %\n",
      "Accuracy for class: streetcar is 50.0 %\n",
      "Accuracy for class: sunflower is 85.0 %\n",
      "Accuracy for class: sweet_pepper is 53.0 %\n",
      "Accuracy for class: table is 49.0 %\n",
      "Accuracy for class: tank  is 79.0 %\n",
      "Accuracy for class: telephone is 66.0 %\n",
      "Accuracy for class: television is 79.0 %\n",
      "Accuracy for class: tiger is 66.0 %\n",
      "Accuracy for class: tractor is 72.0 %\n",
      "Accuracy for class: train is 75.0 %\n",
      "Accuracy for class: trout is 78.0 %\n",
      "Accuracy for class: tulip is 51.0 %\n",
      "Accuracy for class: turtle is 56.0 %\n",
      "Accuracy for class: wardrobe is 95.0 %\n",
      "Accuracy for class: whale is 59.0 %\n",
      "Accuracy for class: willow_tree is 57.0 %\n",
      "Accuracy for class: wolf  is 75.0 %\n",
      "Accuracy for class: woman is 31.0 %\n",
      "Accuracy for class: worm  is 59.0 %\n"
     ]
    }
   ],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fee92407-cdd0-4567-b047-04d0733e7352",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df21b0f2-62b7-4ce3-a94d-cacbf4e26aa8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
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 },
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